{"id":"W4404303432","doi":"","title":"Why water consumers do not understand their water bill?","year":2022,"lang":"en","type":"other","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Business; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002808866,0.0003357706,0.0003542042,0.000192281,0.0008839733,0.0004217765,0.001235608,0.0003322941,0.04293492],"category_scores_gemma":[0.0001647153,0.0001835687,0.0001915873,0.000211819,0.0006960759,0.0001654588,0.0005081528,0.0004737361,0.0002115085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557654,"about_ca_system_score_gemma":0.0001520504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01862681,"about_ca_topic_score_gemma":0.02108531,"domain_scores_codex":[0.9941043,0.003653531,0.0003028737,0.0006233418,0.0006713028,0.0006446415],"domain_scores_gemma":[0.9978236,0.000255201,0.0002130365,0.001186758,0.0003397505,0.0001816532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000140179,0.0001317222,0.0007329548,0.000053602,0.0001516982,0.000009383519,0.08955331,0.000001811092,0.001303475,0.02345853,0.8774369,0.00715256],"study_design_scores_gemma":[0.0003106346,2.999655e-7,0.00003757686,0.0001772273,0.00002435244,0.000001917765,0.002333195,0.00000772617,0.01335887,0.001789286,0.9815956,0.0003633105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001480105,0.0004024903,0.001069247,0.04560621,0.0005943315,0.0005032251,0.0002116811,0.0003639143,0.9497688],"genre_scores_gemma":[0.0360119,0.001327672,0.0008961309,0.001448643,0.0001023875,0.00004002778,0.0005835363,0.0002628493,0.9593269],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1041587,"threshold_uncertainty_score":0.9967774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385216364073424,"score_gpt":0.2210607424365917,"score_spread":0.2072085787958575,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}